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DEV Community · Technology

Elevating Design: The Journey of Integrating GPT With Accessibility and Design Standards

Since the announcement of GPTs, I've been itching to create one focused on accessibility. From my experience designing web and mobile applications, I know that accessibility is so important, but often gets pushed to the wayside. I aimed to integrate the W3's Web Content Accessibility Guidelines into...

Austin Vance 4 days ago

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DEV Community · Technology

Modernize Your Business with Legacy System Modernization

TL;DR New system implementations can introduce risks of cost and schedule overruns that disrupt operations while still leaving value on the table. Legacy system modernization is an opportunity to maximize the return on your existing technology investments, enhance operational efficiency, and intro...

Austin Vance 4 days ago

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DEV Community · Technology

Why we ditched the knowledge graph approach for agent memory

Every other week someone drops a new memory layer for AI agents. Most of them do the same thing-> take conversation history, extract entities and relationships, compress it into a knowledge graph. The problem is thats lossy compression. You are making irreversible decisions about what matters at...

Lax 4 days ago

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DEV Community · Technology

How I Built a Stateless 3D Asset Pipeline That Manages 1,000+ Models for Free

3D assets are a nightmare for Git. They are heavy, binary-rich, and bloat repository history faster than you can say "Pokemon." When building the Pokémon 3D API, I hit a wall: Manual Optimization: Resizing textures and compressing meshes for every model was exhausting. Contributor Friction: Arti...

Sudhanshu Ambastha 4 days ago

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DEV Community · Technology

Building a Resilience Layer for Mobile AI: How I handle 429s, Provider Fragmentation, and Streaming in React Native

Most React Native AI integrations I've seen share two failure modes: they're locked to one provider, and they have no strategy for rate limits. After rebuilding the same glue code across multiple projects, I packaged it into react-native-ai-hooks v0.6.0. The Core Problems Provider Frag...

Nika Pkhakadze 4 days ago

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DEV Community · Technology

AI Crash Course: Prompt Engineering

Read the previous blog in this series: Hallucinations. Prompting is the primary way we provide input to AI models: when we need a model to generate something for us, we begin the process by prompting it with a plain-language request to complete the task. When we’re having simple, back-and-forth per...

Kathryn Grayson Nanz 4 days ago

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DEV Community · Technology

Tower 16 for Mac – Introducing AI Commits ✨

Writing commit messages pulls you out of your flow. You've just finished implementing something, your head is full of context, and now you have to stop and summarize it in a way your future self (and your teammates) will actually understand. This has been one of the most requested features for Towe...

Bruno Brito 4 days ago

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DEV Community · Technology

Checkpoint da Série: o que já funciona, o que quebrou e para onde vamos (Parte 4.5)

Quatro posts, três plataformas, um bug encontrado em produção. Antes de seguir para App Links e Universal Links no ar de verdade — com domínio, verificação bidirecional e os problemas que só aparecem fora do emulador — vale um respiro para ver o que já existe e o que ainda falta. O q...

Cristian Dornelles 4 days ago

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DEV Community · Technology

Building a 3-Class Lung Cancer Image Classifier with TensorFlow and Flask

Medical imaging is one of the most rewarding spaces to apply deep learning. Pathologists spend years learning to distinguish subtle visual patterns in tissue samples, and even then, fatigue and caseload pressure can creep into decisions. A well-trained CNN does not replace that expertise, but it can...

HydraBytes 4 days ago

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DEV Community · Technology

Building a Voice-Controlled AI Agent using AssemblyAI and Groq

Introduction In this project, I built a voice-controlled AI agent that converts spoken commands into executable actions such as generating code, creating files, and summarizing text. The goal was to combine speech processing, language models, and tool execution into a single pipeline tha...

Ishaan-Chaturved1 4 days ago

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DEV Community · Technology

🚀 I Built TechieLearn — An AI-Powered Learning Platform for Developers

Hey devs 👋 After ~6 months of building, iterating, and rethinking how we actually learn tech… I finally shipped something I personally needed. TechieLearn — an AI-powered learning platform focused on structured, fast, and engaging learning for developers. 💡 Why I Built This During...

Shubham Kumar Bhokta 4 days ago

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DEV Community · Technology

Are Book Summaries Worth It?

TL;DR Every now and then, a “shortcut” to learning shows up and promises to save us time, money, and maybe even a bit of guilt about the unread books piling up on our shelves. Yup, guilty as charged. 🙈 You've probably come across the services or apps that condense an entire book into a...

Nikola Brežnjak 4 days ago

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DEV Community · Technology

What Is the Best Website for Exchange Rates? (2026 Guide)

If you search "best website for exchange rates," you get a dozen contradictory answers — Google Finance, XE, Wise, Reuters, your bank's app. They all show a number next to a currency pair, and they're all a little different. Which one is right? The honest answer: "best" depends on what you're doing...

viraj geeth 4 days ago

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DEV Community · Technology

Bugmageddon Is Real. But Bug Discovery Isn’t the Real Bottleneck Anymore.

The scary part about the new "Bugmageddon" story is not that AI can find vulnerabilities faster. That part was inevitable. The real shift is that bug discovery is getting cheap. And once that happens, the bottleneck moves somewhere else. Attackers need one exploit that works. Defenders have to so...

Dar Fazulyanov 4 days ago

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DEV Community · Technology

docker40

- name: "DEBUG: Dump all Ansible variables" ansible.builtin.debug: msg: "{{ hostvars[inventory_hostname] }}" ignore_errors: yes

Query Filter 4 days ago

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DEV Community · Technology

The Most Popular from Q1 2026

Every quarter, dev.to surfaces thousands of posts. Most are good. Some hit a nerve. Here are the ones from Q1 2026 that got the biggest response. The Big News A New Chapter: DEV is Joining Forces with Major League Hacking (MLH)...

Nick 4 days ago

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DEV Community · Technology

The 5 Levels of RAG Maturity: How to Know When Your RAG Is Actually Production-Ready

I've watched a lot of RAG projects ship in the last eighteen months. They all follow the same arc. Week 1: somebody wires up a vector store, drops in a few PDFs, and demos it to the team. Everyone is impressed. The CEO forwards the Loom video to the board. Week 4: the first real users start asking...

Oluwafemi Adedayo 4 days ago

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DEV Community · Technology

Building Startup Infrastructure the Right Way

I recently started working on a systematic "30-day startup infrastructure plan" and have been working on my GitHub repo step by step. The goal is simple: I want to construct a clean, production-ready infrastructure from the start. I also want the whole process to be open and easy to follow. Most te...

Ismail G. 4 days ago

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DEV Community · Technology

SOC 2 End-to-End Guide (Big 4 Style)

If ITGC is the foundation, SOC 2 is the proof. In the Big 4 world, SOC 2 isn’t just a report—it’s a trust certificate that tells your clients: “Your data is safe with us.” Whether you're an auditor, a startup founder, or working in IT risk—this guide breaks down SOC 2 the way it’s actually exec...

Aditya Khare 4 days ago

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DEV Community · Technology

The Day "this" Betrayed Me in JavaScript

This is one of those things that looks small… but quietly breaks everything you thought was working. Not gonna lie, this wasn’t an instant “I get it” moment. It was confusion first, then frustration, and then clarity. Somewhere in between, something about how I see JavaScript changed. Where Thi...

Yashwanth Reddy Boreddy 4 days ago

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DEV Community · Technology

I needed resumable LLM streams in Go — so I built streamhub

If you've built anything that streams LLM responses over SSE, you've probably hit this: the user refreshes the page, or their network blips, or the load balancer routes the reconnect to a different instance — and the stream is just gone. The generation keeps burning tokens on your backend, but the c...

Gtio 4 days ago

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DEV Community · Technology

How to Stop Drowning in Giant Pull Requests With Stacked PRs

We've all been there. You're three days into a feature, your branch has 47 changed files, and you know — you know — that whoever reviews this PR is going to skim it at best. Maybe they'll leave a "looks good" after glancing at the first two files. Maybe they'll rightfully push back and ask you to br...

Alan West 4 days ago

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